Overview
Brought to you by YData
Dataset statistics
| Number of variables | 13 |
|---|---|
| Number of observations | 167 |
| Missing cells | 21 |
| Missing cells (%) | 1.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 17.1 KiB |
| Average record size in memory | 104.8 B |
Variable types
| Numeric | 10 |
|---|---|
| Categorical | 3 |
AE_spindle is highly overall correlated with AE_table | High correlation |
AE_table is highly overall correlated with AE_spindle | High correlation |
DOC is highly overall correlated with case | High correlation |
VB is highly overall correlated with run and 1 other fields | High correlation |
case is highly overall correlated with DOC and 3 other fields | High correlation |
feed is highly overall correlated with case | High correlation |
material is highly overall correlated with case | High correlation |
run is highly overall correlated with VB and 1 other fields | High correlation |
time is highly overall correlated with VB and 1 other fields | High correlation |
vib_table is highly overall correlated with case | High correlation |
VB has 21 (12.6%) missing values | Missing |
VB has 9 (5.4%) zeros | Zeros |
time has 5 (3.0%) zeros | Zeros |
Reproduction
| Analysis started | 2025-06-11 10:24:24.160647 |
|---|---|
| Analysis finished | 2025-06-11 10:24:45.882540 |
| Duration | 21.72 seconds |
| Software version | ydata-profiling vv4.16.1 |
| Download configuration | config.json |
Variables
case
Real number (ℝ)
High correlation
| Distinct | 16 |
|---|---|
| Distinct (%) | 9.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8.3293413 |
| Minimum | 1 |
|---|---|
| Maximum | 16 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.4 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 3 |
| median | 10 |
| Q3 | 12 |
| 95-th percentile | 15 |
| Maximum | 16 |
| Range | 15 |
| Interquartile range (IQR) | 9 |
Descriptive statistics
| Standard deviation | 4.7648855 |
|---|---|
| Coefficient of variation (CV) | 0.5720603 |
| Kurtosis | -1.345097 |
| Mean | 8.3293413 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | -0.22536555 |
| Sum | 1391 |
| Variance | 22.704134 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=16)
| Value | Count | Frequency (%) |
| 11 | 23 | |
| 1 | 17 | |
| 12 | 15 | |
| 13 | 15 | |
| 3 | 14 | |
| 2 | 14 | |
| 10 | 10 | 6.0% |
| 9 | 9 | 5.4% |
| 14 | 9 | 5.4% |
| 7 | 8 | 4.8% |
| Other values (6) | 33 |
| Value | Count | Frequency (%) |
| 1 | 17 | |
| 2 | 14 | |
| 3 | 14 | |
| 4 | 7 | |
| 5 | 6 | 3.6% |
| 6 | 1 | 0.6% |
| 7 | 8 | |
| 8 | 6 | 3.6% |
| 9 | 9 | |
| 10 | 10 |
| Value | Count | Frequency (%) |
| 16 | 6 | 3.6% |
| 15 | 7 | 4.2% |
| 14 | 9 | 5.4% |
| 13 | 15 | |
| 12 | 15 | |
| 11 | 23 | |
| 10 | 10 | |
| 9 | 9 | 5.4% |
| 8 | 6 | 3.6% |
| 7 | 8 | 4.8% |
run
Real number (ℝ)
High correlation
| Distinct | 23 |
|---|---|
| Distinct (%) | 13.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.1676647 |
| Minimum | 1 |
|---|---|
| Maximum | 23 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.4 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 3 |
| median | 6 |
| Q3 | 10 |
| 95-th percentile | 16 |
| Maximum | 23 |
| Range | 22 |
| Interquartile range (IQR) | 7 |
Descriptive statistics
| Standard deviation | 4.9693672 |
|---|---|
| Coefficient of variation (CV) | 0.69330353 |
| Kurtosis | 0.3072746 |
| Mean | 7.1676647 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 0.89041066 |
| Sum | 1197 |
| Variance | 24.694611 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=23)
| Value | Count | Frequency (%) |
| 1 | 16 | |
| 2 | 15 | 9.0% |
| 3 | 15 | 9.0% |
| 5 | 15 | 9.0% |
| 6 | 15 | 9.0% |
| 4 | 14 | 8.4% |
| 7 | 11 | 6.6% |
| 8 | 10 | 6.0% |
| 9 | 9 | 5.4% |
| 10 | 8 | 4.8% |
| Other values (13) | 39 |
| Value | Count | Frequency (%) |
| 1 | 16 | |
| 2 | 15 | |
| 3 | 15 | |
| 4 | 14 | |
| 5 | 15 | |
| 6 | 15 | |
| 7 | 11 | |
| 8 | 10 | |
| 9 | 9 | |
| 10 | 8 |
| Value | Count | Frequency (%) |
| 23 | 1 | 0.6% |
| 22 | 1 | 0.6% |
| 21 | 1 | 0.6% |
| 20 | 1 | 0.6% |
| 19 | 1 | 0.6% |
| 18 | 1 | 0.6% |
| 17 | 2 | 1.2% |
| 16 | 3 | |
| 15 | 5 | |
| 14 | 6 |
VB
Real number (ℝ)
High correlation Missing Zeros
| Distinct | 64 |
|---|---|
| Distinct (%) | 43.8% |
| Missing | 21 |
| Missing (%) | 12.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.33760274 |
| Minimum | 0 |
|---|---|
| Maximum | 1.53 |
| Zeros | 9 |
| Zeros (%) | 5.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0.15 |
| median | 0.285 |
| Q3 | 0.4675 |
| 95-th percentile | 0.7975 |
| Maximum | 1.53 |
| Range | 1.53 |
| Interquartile range (IQR) | 0.3175 |
Descriptive statistics
| Standard deviation | 0.26052812 |
|---|---|
| Coefficient of variation (CV) | 0.77170026 |
| Kurtosis | 3.5991718 |
| Mean | 0.33760274 |
| Median Absolute Deviation (MAD) | 0.155 |
| Skewness | 1.4997294 |
| Sum | 49.29 |
| Variance | 0.067874903 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 9 | 5.4% |
| 0.2 | 5 | 3.0% |
| 0.24 | 5 | 3.0% |
| 0.08 | 5 | 3.0% |
| 0.13 | 5 | 3.0% |
| 0.38 | 4 | 2.4% |
| 0.44 | 4 | 2.4% |
| 0.14 | 4 | 2.4% |
| 0.17 | 4 | 2.4% |
| 0.4 | 4 | 2.4% |
| Other values (54) | 97 | |
| (Missing) | 21 | 12.6% |
| Value | Count | Frequency (%) |
| 0 | 9 | |
| 0.04 | 2 | 1.2% |
| 0.05 | 1 | 0.6% |
| 0.07 | 2 | 1.2% |
| 0.08 | 5 | |
| 0.09 | 3 | 1.8% |
| 0.1 | 2 | 1.2% |
| 0.11 | 1 | 0.6% |
| 0.12 | 2 | 1.2% |
| 0.13 | 5 |
| Value | Count | Frequency (%) |
| 1.53 | 1 | |
| 1.3 | 1 | |
| 1.14 | 1 | |
| 1.07 | 1 | |
| 0.92 | 1 | |
| 0.83 | 1 | |
| 0.81 | 2 | |
| 0.76 | 1 | |
| 0.74 | 1 | |
| 0.7 | 2 |
time
Real number (ℝ)
High correlation Zeros
| Distinct | 62 |
|---|---|
| Distinct (%) | 37.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 26.113772 |
| Minimum | 0 |
|---|---|
| Maximum | 105 |
| Zeros | 5 |
| Zeros (%) | 3.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 7.5 |
| median | 19 |
| Q3 | 39 |
| 95-th percentile | 72 |
| Maximum | 105 |
| Range | 105 |
| Interquartile range (IQR) | 31.5 |
Descriptive statistics
| Standard deviation | 23.292643 |
|---|---|
| Coefficient of variation (CV) | 0.89196776 |
| Kurtosis | 0.72427548 |
| Mean | 26.113772 |
| Median Absolute Deviation (MAD) | 15 |
| Skewness | 1.0919287 |
| Sum | 4361 |
| Variance | 542.54722 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 3 | 12 | 7.2% |
| 9 | 10 | 6.0% |
| 6 | 8 | 4.8% |
| 1 | 8 | 4.8% |
| 19 | 6 | 3.6% |
| 12 | 6 | 3.6% |
| 45 | 6 | 3.6% |
| 15 | 6 | 3.6% |
| 21 | 6 | 3.6% |
| 27 | 5 | 3.0% |
| Other values (52) | 94 |
| Value | Count | Frequency (%) |
| 0 | 5 | |
| 1 | 8 | |
| 2 | 3 | 1.8% |
| 3 | 12 | |
| 4 | 4 | 2.4% |
| 6 | 8 | |
| 7 | 2 | 1.2% |
| 8 | 1 | 0.6% |
| 9 | 10 | |
| 10 | 2 | 1.2% |
| Value | Count | Frequency (%) |
| 105 | 1 | |
| 100 | 1 | |
| 93 | 1 | |
| 86 | 1 | |
| 81 | 1 | |
| 80 | 1 | |
| 75 | 1 | |
| 74 | 1 | |
| 72 | 2 | |
| 69 | 1 |
DOC
Categorical
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | 1.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 10.0 KiB |
| 0.75 | |
|---|---|
| 1.5 |
Length
| Max length | 4 |
|---|---|
| Median length | 4 |
| Mean length | 3.6227545 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1.5 |
|---|---|
| 2nd row | 1.5 |
| 3rd row | 1.5 |
| 4th row | 1.5 |
| 5th row | 1.5 |
Common Values
| Value | Count | Frequency (%) |
| 0.75 | 104 | |
| 1.5 | 63 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.75 | 104 | |
| 1.5 | 63 |
Most occurring characters
| Value | Count | Frequency (%) |
| . | 167 | |
| 5 | 167 | |
| 0 | 104 | |
| 7 | 104 | |
| 1 | 63 | 10.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 605 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| . | 167 | |
| 5 | 167 | |
| 0 | 104 | |
| 7 | 104 | |
| 1 | 63 | 10.4% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 605 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| . | 167 | |
| 5 | 167 | |
| 0 | 104 | |
| 7 | 104 | |
| 1 | 63 | 10.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 605 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| . | 167 | |
| 5 | 167 | |
| 0 | 104 | |
| 7 | 104 | |
| 1 | 63 | 10.4% |
feed
Categorical
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | 1.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 10.0 KiB |
| 0.25 | |
|---|---|
| 0.5 |
Length
| Max length | 4 |
|---|---|
| Median length | 4 |
| Mean length | 3.508982 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.5 |
|---|---|
| 2nd row | 0.5 |
| 3rd row | 0.5 |
| 4th row | 0.5 |
| 5th row | 0.5 |
Common Values
| Value | Count | Frequency (%) |
| 0.25 | 85 | |
| 0.5 | 82 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.25 | 85 | |
| 0.5 | 82 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 167 | |
| . | 167 | |
| 5 | 167 | |
| 2 | 85 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 586 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 167 | |
| . | 167 | |
| 5 | 167 | |
| 2 | 85 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 586 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 167 | |
| . | 167 | |
| 5 | 167 | |
| 2 | 85 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 586 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 167 | |
| . | 167 | |
| 5 | 167 | |
| 2 | 85 |
material
Categorical
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | 1.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 9.6 KiB |
| 1 | |
|---|---|
| 2 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 109 | |
| 2 | 58 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 109 | |
| 2 | 58 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 109 | |
| 2 | 58 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 167 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 1 | 109 | |
| 2 | 58 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 167 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 1 | 109 | |
| 2 | 58 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 167 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 1 | 109 | |
| 2 | 58 |
smcAC
Real number (ℝ)
| Distinct | 124 |
|---|---|
| Distinct (%) | 74.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.16449523 |
| Minimum | -0.79833984 |
|---|---|
| Maximum | 0.37841797 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 100 |
| Negative (%) | 59.9% |
| Memory size | 1.4 KiB |
Quantile statistics
| Minimum | -0.79833984 |
|---|---|
| 5-th percentile | -0.67407227 |
| Q1 | -0.55175781 |
| median | -0.15625 |
| Q3 | 0.20629883 |
| 95-th percentile | 0.29711914 |
| Maximum | 0.37841797 |
| Range | 1.1767578 |
| Interquartile range (IQR) | 0.75805664 |
Descriptive statistics
| Standard deviation | 0.35772061 |
|---|---|
| Coefficient of variation (CV) | -2.1746565 |
| Kurtosis | -1.4963542 |
| Mean | -0.16449523 |
| Median Absolute Deviation (MAD) | 0.36865234 |
| Skewness | -0.10947938 |
| Sum | -27.470703 |
| Variance | 0.12796404 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.2490234375 | 6 | 3.6% |
| 0.21484375 | 5 | 3.0% |
| 0.2783203125 | 3 | 1.8% |
| -0.595703125 | 3 | 1.8% |
| 0.2075195312 | 3 | 1.8% |
| -0.244140625 | 3 | 1.8% |
| 0.2294921875 | 2 | 1.2% |
| 0.126953125 | 2 | 1.2% |
| -0.625 | 2 | 1.2% |
| 0.205078125 | 2 | 1.2% |
| Other values (114) | 136 |
| Value | Count | Frequency (%) |
| -0.7983398438 | 1 | |
| -0.751953125 | 1 | |
| -0.7250976562 | 1 | |
| -0.7177734375 | 1 | |
| -0.7153320312 | 1 | |
| -0.68359375 | 1 | |
| -0.6811523438 | 1 | |
| -0.6787109375 | 1 | |
| -0.6762695312 | 1 | |
| -0.6689453125 | 1 |
| Value | Count | Frequency (%) |
| 0.3784179688 | 1 | |
| 0.341796875 | 2 | |
| 0.3369140625 | 1 | |
| 0.3295898438 | 1 | |
| 0.3271484375 | 1 | |
| 0.3076171875 | 1 | |
| 0.3002929688 | 1 | |
| 0.2978515625 | 1 | |
| 0.2954101562 | 2 | |
| 0.2856445312 | 1 |
smcDC
Real number (ℝ)
| Distinct | 37 |
|---|---|
| Distinct (%) | 22.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.3365457 |
| Minimum | 2.0846772 × 10-33 |
|---|---|
| Maximum | 1.4501953 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.4 KiB |
Quantile statistics
| Minimum | 2.0846772 × 10-33 |
|---|---|
| 5-th percentile | 1.2988281 |
| Q1 | 1.3500977 |
| median | 1.3720703 |
| Q3 | 1.3916016 |
| 95-th percentile | 1.4208984 |
| Maximum | 1.4501953 |
| Range | 1.4501953 |
| Interquartile range (IQR) | 0.041503906 |
Descriptive statistics
| Standard deviation | 0.18938803 |
|---|---|
| Coefficient of variation (CV) | 0.14169963 |
| Kurtosis | 28.929708 |
| Mean | 1.3365457 |
| Median Absolute Deviation (MAD) | 0.01953125 |
| Skewness | -5.2257343 |
| Sum | 223.20312 |
| Variance | 0.035867825 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=37)
| Value | Count | Frequency (%) |
| 1.381835938 | 14 | 8.4% |
| 1.352539062 | 12 | 7.2% |
| 1.357421875 | 12 | 7.2% |
| 1.38671875 | 10 | 6.0% |
| 1.3671875 | 10 | 6.0% |
| 1.391601562 | 9 | 5.4% |
| 1.401367188 | 8 | 4.8% |
| 1.376953125 | 8 | 4.8% |
| 1.333007812 | 8 | 4.8% |
| 1.342773438 | 7 | 4.2% |
| Other values (27) | 69 |
| Value | Count | Frequency (%) |
| 2.08467715 × 10-33 | 1 | |
| 0.1318359375 | 1 | |
| 0.44921875 | 1 | |
| 0.625 | 1 | |
| 0.6689453125 | 1 | |
| 0.68359375 | 1 | |
| 0.9130859375 | 1 | |
| 1.2890625 | 1 | |
| 1.298828125 | 2 | |
| 1.303710938 | 1 |
| Value | Count | Frequency (%) |
| 1.450195312 | 2 | 1.2% |
| 1.440429688 | 1 | 0.6% |
| 1.435546875 | 1 | 0.6% |
| 1.430664062 | 1 | 0.6% |
| 1.42578125 | 3 | 1.8% |
| 1.420898438 | 2 | 1.2% |
| 1.416015625 | 4 | |
| 1.411132812 | 6 | |
| 1.40625 | 7 | |
| 1.401367188 | 8 |
vib_table
Real number (ℝ)
High correlation
| Distinct | 40 |
|---|---|
| Distinct (%) | 24.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.079484586 |
| Minimum | 1.0546774 × 10-8 |
|---|---|
| Maximum | 0.29296875 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.4 KiB |
Quantile statistics
| Minimum | 1.0546774 × 10-8 |
|---|---|
| 5-th percentile | 0.053710938 |
| Q1 | 0.061035156 |
| median | 0.068359375 |
| Q3 | 0.083007812 |
| 95-th percentile | 0.17504883 |
| Maximum | 0.29296875 |
| Range | 0.29296874 |
| Interquartile range (IQR) | 0.021972656 |
Descriptive statistics
| Standard deviation | 0.036542182 |
|---|---|
| Coefficient of variation (CV) | 0.45973923 |
| Kurtosis | 8.8525977 |
| Mean | 0.079484586 |
| Median Absolute Deviation (MAD) | 0.009765625 |
| Skewness | 2.6350568 |
| Sum | 13.273926 |
| Variance | 0.0013353311 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=40)
| Value | Count | Frequency (%) |
| 0.06103515625 | 16 | 9.6% |
| 0.05859375 | 14 | 8.4% |
| 0.0634765625 | 14 | 8.4% |
| 0.068359375 | 13 | 7.8% |
| 0.07080078125 | 12 | 7.2% |
| 0.0537109375 | 10 | 6.0% |
| 0.05615234375 | 10 | 6.0% |
| 0.06591796875 | 9 | 5.4% |
| 0.078125 | 8 | 4.8% |
| 0.08544921875 | 5 | 3.0% |
| Other values (30) | 56 |
| Value | Count | Frequency (%) |
| 1.054677412 × 10-8 | 1 | 0.6% |
| 0.04150390625 | 1 | 0.6% |
| 0.05126953125 | 4 | 2.4% |
| 0.0537109375 | 10 | |
| 0.05615234375 | 10 | |
| 0.05859375 | 14 | |
| 0.06103515625 | 16 | |
| 0.0634765625 | 14 | |
| 0.06591796875 | 9 | |
| 0.068359375 | 13 |
| Value | Count | Frequency (%) |
| 0.29296875 | 1 | |
| 0.1953125 | 1 | |
| 0.1904296875 | 1 | |
| 0.1879882812 | 2 | |
| 0.1831054688 | 1 | |
| 0.1782226562 | 1 | |
| 0.17578125 | 2 | |
| 0.1733398438 | 1 | |
| 0.1708984375 | 1 | |
| 0.1684570312 | 1 |
vib_spindle
Real number (ℝ)
| Distinct | 63 |
|---|---|
| Distinct (%) | 37.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.28565186 |
| Minimum | 2.6976452 × 10-6 |
|---|---|
| Maximum | 0.3918457 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.4 KiB |
Quantile statistics
| Minimum | 2.6976452 × 10-6 |
|---|---|
| 5-th percentile | 0.26000977 |
| Q1 | 0.2746582 |
| median | 0.28442383 |
| Q3 | 0.29785156 |
| 95-th percentile | 0.3203125 |
| Maximum | 0.3918457 |
| Range | 0.39184301 |
| Interquartile range (IQR) | 0.023193359 |
Descriptive statistics
| Standard deviation | 0.030757826 |
|---|---|
| Coefficient of variation (CV) | 0.10767592 |
| Kurtosis | 45.270688 |
| Mean | 0.28565186 |
| Median Absolute Deviation (MAD) | 0.010986328 |
| Skewness | -4.4785519 |
| Sum | 47.70386 |
| Variance | 0.00094604384 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.2844238281 | 8 | 4.8% |
| 0.3015136719 | 7 | 4.2% |
| 0.2893066406 | 7 | 4.2% |
| 0.2856445312 | 6 | 3.6% |
| 0.2746582031 | 6 | 3.6% |
| 0.2758789062 | 6 | 3.6% |
| 0.2795410156 | 6 | 3.6% |
| 0.29296875 | 5 | 3.0% |
| 0.2648925781 | 5 | 3.0% |
| 0.2941894531 | 5 | 3.0% |
| Other values (53) | 106 |
| Value | Count | Frequency (%) |
| 2.697645186 × 10-6 | 1 | 0.6% |
| 0.2075195312 | 1 | 0.6% |
| 0.2502441406 | 1 | 0.6% |
| 0.2526855469 | 1 | 0.6% |
| 0.25390625 | 1 | 0.6% |
| 0.2551269531 | 1 | 0.6% |
| 0.2563476562 | 1 | 0.6% |
| 0.2575683594 | 1 | 0.6% |
| 0.2600097656 | 3 | |
| 0.2612304688 | 2 |
| Value | Count | Frequency (%) |
| 0.3918457031 | 1 | 0.6% |
| 0.3649902344 | 1 | 0.6% |
| 0.3515625 | 1 | 0.6% |
| 0.3454589844 | 1 | 0.6% |
| 0.3308105469 | 1 | 0.6% |
| 0.322265625 | 1 | 0.6% |
| 0.3210449219 | 3 | |
| 0.3186035156 | 1 | 0.6% |
| 0.3173828125 | 1 | 0.6% |
| 0.3161621094 | 1 | 0.6% |
AE_table
Real number (ℝ)
High correlation
| Distinct | 82 |
|---|---|
| Distinct (%) | 49.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.10042293 |
| Minimum | 4.0746264 × 10-11 |
|---|---|
| Maximum | 0.14953613 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.4 KiB |
Quantile statistics
| Minimum | 4.0746264 × 10-11 |
|---|---|
| 5-th percentile | 0.037475586 |
| Q1 | 0.092773438 |
| median | 0.10192871 |
| Q3 | 0.11474609 |
| 95-th percentile | 0.13061523 |
| Maximum | 0.14953613 |
| Range | 0.14953613 |
| Interquartile range (IQR) | 0.021972656 |
Descriptive statistics
| Standard deviation | 0.024699533 |
|---|---|
| Coefficient of variation (CV) | 0.2459551 |
| Kurtosis | 5.0419993 |
| Mean | 0.10042293 |
| Median Absolute Deviation (MAD) | 0.010375977 |
| Skewness | -1.8635497 |
| Sum | 16.77063 |
| Variance | 0.00061006693 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.0927734375 | 6 | 3.6% |
| 0.09582519531 | 5 | 3.0% |
| 0.09887695312 | 5 | 3.0% |
| 0.1025390625 | 5 | 3.0% |
| 0.1098632812 | 5 | 3.0% |
| 0.09643554688 | 4 | 2.4% |
| 0.01770019531 | 4 | 2.4% |
| 0.09399414062 | 4 | 2.4% |
| 0.09765625 | 4 | 2.4% |
| 0.1110839844 | 4 | 2.4% |
| Other values (72) | 121 |
| Value | Count | Frequency (%) |
| 4.0746264 × 10-11 | 1 | 0.6% |
| 0.01770019531 | 4 | |
| 0.01831054688 | 1 | 0.6% |
| 0.02075195312 | 1 | 0.6% |
| 0.02136230469 | 2 | |
| 0.07507324219 | 1 | 0.6% |
| 0.07568359375 | 1 | 0.6% |
| 0.07690429688 | 1 | 0.6% |
| 0.078125 | 2 | |
| 0.08239746094 | 3 |
| Value | Count | Frequency (%) |
| 0.1495361328 | 1 | 0.6% |
| 0.1452636719 | 1 | 0.6% |
| 0.1354980469 | 1 | 0.6% |
| 0.1336669922 | 2 | |
| 0.1330566406 | 2 | |
| 0.1318359375 | 1 | 0.6% |
| 0.1306152344 | 2 | |
| 0.1300048828 | 2 | |
| 0.1281738281 | 1 | 0.6% |
| 0.126953125 | 3 |
AE_spindle
Real number (ℝ)
High correlation
| Distinct | 91 |
|---|---|
| Distinct (%) | 54.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.12387214 |
| Minimum | 2.7002554 × 10-6 |
|---|---|
| Maximum | 0.18127441 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.4 KiB |
Quantile statistics
| Minimum | 2.7002554 × 10-6 |
|---|---|
| 5-th percentile | 0.098022461 |
| Q1 | 0.11047363 |
| median | 0.12207031 |
| Q3 | 0.13641357 |
| 95-th percentile | 0.16052246 |
| Maximum | 0.18127441 |
| Range | 0.18127171 |
| Interquartile range (IQR) | 0.025939941 |
Descriptive statistics
| Standard deviation | 0.021194075 |
|---|---|
| Coefficient of variation (CV) | 0.17109638 |
| Kurtosis | 6.0996157 |
| Mean | 0.12387214 |
| Median Absolute Deviation (MAD) | 0.013427734 |
| Skewness | -0.75505393 |
| Sum | 20.686648 |
| Variance | 0.00044918882 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.1104736328 | 7 | 4.2% |
| 0.1165771484 | 6 | 3.6% |
| 0.1232910156 | 5 | 3.0% |
| 0.1397705078 | 4 | 2.4% |
| 0.1208496094 | 3 | 1.8% |
| 0.1239013672 | 3 | 1.8% |
| 0.1049804688 | 3 | 1.8% |
| 0.1068115234 | 3 | 1.8% |
| 0.1342773438 | 3 | 1.8% |
| 0.1062011719 | 3 | 1.8% |
| Other values (81) | 127 |
| Value | Count | Frequency (%) |
| 2.700255436 × 10-6 | 1 | |
| 0.0830078125 | 1 | |
| 0.09399414062 | 2 | |
| 0.09460449219 | 2 | |
| 0.09521484375 | 1 | |
| 0.09582519531 | 1 | |
| 0.09765625 | 1 | |
| 0.09887695312 | 2 | |
| 0.09948730469 | 1 | |
| 0.1000976562 | 1 |
| Value | Count | Frequency (%) |
| 0.1812744141 | 1 | 0.6% |
| 0.1715087891 | 1 | 0.6% |
| 0.1678466797 | 1 | 0.6% |
| 0.1641845703 | 2 | |
| 0.1629638672 | 1 | 0.6% |
| 0.1611328125 | 1 | 0.6% |
| 0.1605224609 | 3 | |
| 0.1599121094 | 1 | 0.6% |
| 0.1586914062 | 1 | 0.6% |
| 0.1568603516 | 1 | 0.6% |
Interactions
Correlations
| AE_spindle | AE_table | DOC | VB | case | feed | material | run | smcAC | smcDC | time | vib_spindle | vib_table | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| AE_spindle | 1.000 | 0.924 | 0.000 | -0.134 | -0.122 | 0.182 | 0.244 | 0.033 | -0.082 | -0.018 | 0.145 | -0.097 | 0.216 |
| AE_table | 0.924 | 1.000 | 0.096 | -0.091 | -0.099 | 0.181 | 0.265 | 0.048 | -0.072 | -0.011 | 0.159 | -0.067 | 0.196 |
| DOC | 0.000 | 0.096 | 1.000 | 0.000 | 0.782 | 0.143 | 0.000 | 0.145 | 0.000 | 0.152 | 0.186 | 0.263 | 0.137 |
| VB | -0.134 | -0.091 | 0.000 | 1.000 | 0.195 | 0.000 | 0.194 | 0.745 | 0.004 | 0.213 | 0.669 | -0.358 | -0.091 |
| case | -0.122 | -0.099 | 0.782 | 0.195 | 1.000 | 0.761 | 0.867 | -0.072 | -0.065 | -0.133 | -0.159 | -0.259 | -0.512 |
| feed | 0.182 | 0.181 | 0.143 | 0.000 | 0.761 | 1.000 | 0.000 | 0.000 | 0.000 | 0.124 | 0.000 | 0.146 | 0.188 |
| material | 0.244 | 0.265 | 0.000 | 0.194 | 0.867 | 0.000 | 1.000 | 0.202 | 0.104 | 0.097 | 0.411 | 0.043 | 0.291 |
| run | 0.033 | 0.048 | 0.145 | 0.745 | -0.072 | 0.000 | 0.202 | 1.000 | -0.007 | 0.359 | 0.952 | -0.254 | 0.169 |
| smcAC | -0.082 | -0.072 | 0.000 | 0.004 | -0.065 | 0.000 | 0.104 | -0.007 | 1.000 | 0.283 | 0.011 | -0.056 | 0.014 |
| smcDC | -0.018 | -0.011 | 0.152 | 0.213 | -0.133 | 0.124 | 0.097 | 0.359 | 0.283 | 1.000 | 0.367 | -0.091 | 0.072 |
| time | 0.145 | 0.159 | 0.186 | 0.669 | -0.159 | 0.000 | 0.411 | 0.952 | 0.011 | 0.367 | 1.000 | -0.265 | 0.223 |
| vib_spindle | -0.097 | -0.067 | 0.263 | -0.358 | -0.259 | 0.146 | 0.043 | -0.254 | -0.056 | -0.091 | -0.265 | 1.000 | 0.038 |
| vib_table | 0.216 | 0.196 | 0.137 | -0.091 | -0.512 | 0.188 | 0.291 | 0.169 | 0.014 | 0.072 | 0.223 | 0.038 | 1.000 |
Missing values
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
Sample
| case | run | VB | time | DOC | feed | material | smcAC | smcDC | vib_table | vib_spindle | AE_table | AE_spindle | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1 | 1 | 0.00 | 2 | 1.5 | 0.5 | 1 | -0.017090 | 0.625000 | 0.078125 | 0.314941 | 0.087280 | 0.103760 |
| 1 | 1 | 2 | NaN | 4 | 1.5 | 0.5 | 1 | 0.307617 | 0.668945 | 0.075684 | 0.301514 | 0.086670 | 0.099487 |
| 2 | 1 | 3 | NaN | 6 | 1.5 | 0.5 | 1 | -0.725098 | 0.913086 | 0.083008 | 0.295410 | 0.092773 | 0.104980 |
| 3 | 1 | 4 | 0.11 | 7 | 1.5 | 0.5 | 1 | 0.112305 | 0.131836 | 0.083008 | 0.316162 | 0.112915 | 0.139771 |
| 4 | 1 | 5 | NaN | 11 | 1.5 | 0.5 | 1 | -0.122070 | 0.449219 | 0.107422 | 0.284424 | 0.095825 | 0.110474 |
| 5 | 1 | 6 | 0.20 | 15 | 1.5 | 0.5 | 1 | 0.329590 | 0.683594 | 0.070801 | 0.307617 | 0.103760 | 0.120239 |
| 6 | 1 | 7 | 0.24 | 19 | 1.5 | 0.5 | 1 | -0.578613 | 1.381836 | 0.065918 | 0.322266 | 0.090942 | 0.123901 |
| 7 | 1 | 8 | 0.29 | 22 | 1.5 | 0.5 | 1 | 0.300293 | 1.435547 | 0.061035 | 0.308838 | 0.092773 | 0.108643 |
| 8 | 1 | 9 | 0.28 | 26 | 1.5 | 0.5 | 1 | -0.305176 | 1.450195 | 0.065918 | 0.284424 | 0.084229 | 0.098877 |
| 9 | 1 | 10 | 0.29 | 29 | 1.5 | 0.5 | 1 | 0.214844 | 1.406250 | 0.061035 | 0.279541 | 0.087891 | 0.106812 |
| case | run | VB | time | DOC | feed | material | smcAC | smcDC | vib_table | vib_spindle | AE_table | AE_spindle | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 157 | 15 | 4 | 0.37 | 9 | 1.5 | 0.25 | 2 | 0.156250 | 1.381836 | 0.061035 | 0.277100 | 0.087280 | 0.101318 |
| 158 | 15 | 5 | 0.48 | 13 | 1.5 | 0.25 | 2 | -0.634766 | 1.342773 | 0.061035 | 0.266113 | 0.105591 | 0.123901 |
| 159 | 15 | 6 | 0.56 | 16 | 1.5 | 0.25 | 2 | -0.195312 | 1.401367 | 0.063477 | 0.285645 | 0.083618 | 0.093994 |
| 160 | 15 | 7 | 0.70 | 19 | 1.5 | 0.25 | 2 | -0.683594 | 1.376953 | 0.056152 | 0.261230 | 0.102539 | 0.123291 |
| 161 | 16 | 1 | NaN | 1 | 1.5 | 0.50 | 2 | -0.151367 | 1.352539 | 0.058594 | 0.364990 | 0.091553 | 0.098877 |
| 162 | 16 | 2 | NaN | 2 | 1.5 | 0.50 | 2 | -0.583496 | 1.308594 | 0.063477 | 0.330811 | 0.093994 | 0.109253 |
| 163 | 16 | 3 | 0.24 | 3 | 1.5 | 0.50 | 2 | -0.200195 | 1.406250 | 0.065918 | 0.279541 | 0.114746 | 0.139771 |
| 164 | 16 | 4 | NaN | 4 | 1.5 | 0.50 | 2 | 0.244141 | 1.328125 | 0.063477 | 0.290527 | 0.101318 | 0.117798 |
| 165 | 16 | 5 | 0.40 | 6 | 1.5 | 0.50 | 2 | -0.205078 | 1.381836 | 0.068359 | 0.289307 | 0.098877 | 0.114746 |
| 166 | 16 | 6 | 0.62 | 9 | 1.5 | 0.50 | 2 | -0.380859 | 1.381836 | 0.041504 | 0.292969 | 0.075684 | 0.083008 |